Graph Backdoor Attack on Gossipcop
100ASRNI-GDBA
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| NI-GDBAsetting=Q1, malicious client proportion (|CM|/N)=0.052026.03 | 100 | 80 | 80 | |
| FedShiftsetting=Q1, malicious client proportion (|CM|/N)=0.052026.03 | 100 | 81 | 81 | |
| GTAmalicious client proportion (|CM|/N)=0.22026.03 | 100 | 68 | 68 | |
| NI-GDBAmalicious client proportion (|CM|/N)=0.22026.03 | 100 | 68 | 68 | |
| FedShiftmalicious client proportion (|CM|/N)=0.22026.03 | 99 | 76 | 76 | |
| Opt-GDBAmalicious client proportion (|CM|/N)=0.22026.03 | 94 | 67 | 70 | |
| GTAsetting=Q1, malicious client proportion (|CM|/N)=0.052026.03 | 83 | 69 | 80 | |
| NI-GDBADefense=Foolsgold2026.03 | 83 | — | — | |
| FedShiftDefense=Foolsgold2026.03 | 83 | — | — | |
| GTADefense=Foolsgold2026.03 | 80 | — | — | |
| Rand-GDBAmalicious client proportion (|CM|/N)=0.22026.03 | 79 | 58 | 68 | |
| Opt-GDBADefense=Foolsgold2026.03 | 77 | — | — | |
| FedShiftDefense=Krum2026.03 | 54 | — | — | |
| FedShiftDefense=Bulyan2026.03 | 54 | — | — | |
| NI-GDBADefense=Krum2026.03 | 50 | — | — | |
| NI-GDBADefense=Bulyan2026.03 | 50 | — | — | |
| Opt-GDBAsetting=Q1, malicious client proportion (|CM|/N)=0.052026.03 | 36 | 33 | 80 | |
| Rand-GDBADefense=Foolsgold2026.03 | 15 | — | — | |
| Rand-GDBAsetting=Q1, malicious client proportion (|CM|/N)=0.052026.03 | 14 | 14 | 81 | |
| GTADefense=Bulyan2026.03 | 2 | — | — | |
| Rand-GDBADefense=Krum2026.03 | 0 | — | — | |
| Rand-GDBADefense=Bulyan2026.03 | 0 | — | — | |
| GTADefense=Krum2026.03 | 0 | — | — | |
| Opt-GDBADefense=Krum2026.03 | 0 | — | — | |
| Opt-GDBADefense=Bulyan2026.03 | 0 | — | — |